Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 4969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 866.6 KiB |
| Average record size in memory | 178.6 B |
Variable types
| Numeric | 15 |
|---|---|
| Boolean | 3 |
voice_messages is highly overall correlated with voice_plan | High correlation |
intl_mins is highly overall correlated with intl_charge | High correlation |
intl_charge is highly overall correlated with intl_mins | High correlation |
day_mins is highly overall correlated with day_charge | High correlation |
day_charge is highly overall correlated with day_mins | High correlation |
eve_mins is highly overall correlated with eve_charge | High correlation |
eve_charge is highly overall correlated with eve_mins | High correlation |
night_mins is highly overall correlated with night_charge | High correlation |
night_charge is highly overall correlated with night_mins | High correlation |
voice_plan is highly overall correlated with voice_messages | High correlation |
intl_plan is highly imbalanced (54.8%) | Imbalance |
voice_messages has 3655 (73.6%) zeros | Zeros |
customer_calls has 1016 (20.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-08 07:15:14.664450 |
|---|---|
| Analysis finished | 2023-03-08 07:16:45.526148 |
| Duration | 1 minute and 30.86 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
account_length
Real number (ℝ)
| Distinct | 218 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.20668 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 166.6 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.695476 |
|---|---|
| Coefficient of variation (CV) | 0.39613602 |
| Kurtosis | -0.097760643 |
| Mean | 100.20668 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.11246768 |
| Sum | 497927 |
| Variance | 1575.7308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 64 | 1.3% |
| 87 | 59 | 1.2% |
| 105 | 57 | 1.1% |
| 93 | 57 | 1.1% |
| 112 | 56 | 1.1% |
| 101 | 55 | 1.1% |
| 86 | 55 | 1.1% |
| 100 | 54 | 1.1% |
| 103 | 54 | 1.1% |
| 116 | 54 | 1.1% |
| Other values (208) | 4404 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 2 | < 0.1% |
| 3 | 8 | |
| 4 | 3 | 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 5 | |
| 8 | 2 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 238 | 1 | < 0.1% |
| 233 | 1 | < 0.1% |
| 232 | 2 | |
| 225 | 2 | |
| 224 | 2 | |
| 222 | 2 | |
| 221 | 1 | < 0.1% |
| 217 | 3 | |
| 216 | 1 | < 0.1% |
voice_plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3654 | |
| True | 1315 | 26.5% |
voice_messages
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 48 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7548803 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 3655 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 17 |
| 95-th percentile | 37 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 13.545738 |
|---|---|
| Coefficient of variation (CV) | 1.7467372 |
| Kurtosis | 0.20073976 |
| Mean | 7.7548803 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3508024 |
| Sum | 38534 |
| Variance | 183.48701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3655 | |
| 31 | 83 | 1.7% |
| 28 | 67 | 1.3% |
| 29 | 67 | 1.3% |
| 33 | 66 | 1.3% |
| 24 | 63 | 1.3% |
| 27 | 63 | 1.3% |
| 30 | 58 | 1.2% |
| 26 | 57 | 1.1% |
| 32 | 56 | 1.1% |
| Other values (38) | 734 | 14.8% |
| Value | Count | Frequency (%) |
| 0 | 3655 | |
| 4 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 4 | 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 11 | 0.2% |
| 13 | 4 | 0.1% |
| 14 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 3 | 0.1% |
| 48 | 5 | 0.1% |
| 47 | 4 | 0.1% |
| 46 | 8 | |
| 45 | 11 | |
| 44 | 9 | |
| 43 | 16 |
intl_plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4499 | |
| True | 470 | 9.5% |
intl_mins
Real number (ℝ)
| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.264198 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.7619963 |
|---|---|
| Coefficient of variation (CV) | 0.26909031 |
| Kurtosis | 0.65321072 |
| Mean | 10.264198 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.20857912 |
| Sum | 51002.8 |
| Variance | 7.6286234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.1 | 89 | 1.8% |
| 9.8 | 87 | 1.8% |
| 11.3 | 82 | 1.7% |
| 10.1 | 81 | 1.6% |
| 11.4 | 81 | 1.6% |
| 9.7 | 79 | 1.6% |
| 10.6 | 78 | 1.6% |
| 10.9 | 78 | 1.6% |
| 10 | 77 | 1.5% |
| 10.2 | 77 | 1.5% |
| Other values (160) | 4160 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.4 | 1 | < 0.1% |
| 1.1 | 2 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 3 | 0.1% |
| 2.1 | 2 | < 0.1% |
| 2.2 | 1 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 19.7 | 2 | |
| 19.3 | 1 | |
| 19.2 | 1 | |
| 18.9 | 2 | |
| 18.7 | 1 | |
| 18.5 | 1 | |
| 18.4 | 1 | |
| 18.3 | 1 | |
| 18.2 | 2 |
intl_calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4330851 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4594948 |
|---|---|
| Coefficient of variation (CV) | 0.55480432 |
| Kurtosis | 3.2751134 |
| Mean | 4.4330851 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.363577 |
| Sum | 22028 |
| Variance | 6.0491145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 988 | |
| 4 | 946 | |
| 2 | 739 | |
| 5 | 699 | |
| 6 | 491 | |
| 7 | 307 | 6.2% |
| 1 | 265 | 5.3% |
| 8 | 169 | 3.4% |
| 9 | 148 | 3.0% |
| 10 | 75 | 1.5% |
| Other values (11) | 142 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 24 | 0.5% |
| 1 | 265 | 5.3% |
| 2 | 739 | |
| 3 | 988 | |
| 4 | 946 | |
| 5 | 699 | |
| 6 | 491 | |
| 7 | 307 | 6.2% |
| 8 | 169 | 3.4% |
| 9 | 148 | 3.0% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 2 | < 0.1% |
| 16 | 7 | 0.1% |
| 15 | 9 | 0.2% |
| 14 | 6 | 0.1% |
| 13 | 19 | |
| 12 | 23 | |
| 11 | 45 |
intl_charge
Real number (ℝ)
| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7718515 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.24 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.94 |
Descriptive statistics
| Standard deviation | 0.74567167 |
|---|---|
| Coefficient of variation (CV) | 0.26901574 |
| Kurtosis | 0.65383508 |
| Mean | 2.7718515 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.20888467 |
| Sum | 13773.33 |
| Variance | 0.55602624 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 89 | 1.8% |
| 2.65 | 87 | 1.8% |
| 3.05 | 82 | 1.7% |
| 2.73 | 81 | 1.6% |
| 3.08 | 81 | 1.6% |
| 2.62 | 79 | 1.6% |
| 2.86 | 78 | 1.6% |
| 2.94 | 78 | 1.6% |
| 2.7 | 77 | 1.5% |
| 2.75 | 77 | 1.5% |
| Other values (160) | 4160 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.11 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.54 | 3 | 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | |
| 5.32 | 2 | |
| 5.21 | 1 | |
| 5.18 | 1 | |
| 5.1 | 2 | |
| 5.05 | 1 | |
| 5 | 1 | |
| 4.97 | 1 | |
| 4.94 | 1 | |
| 4.91 | 2 |
day_mins
Real number (ℝ)
| Distinct | 1957 |
|---|---|
| Distinct (%) | 39.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.30618 |
| Minimum | 0 |
|---|---|
| Maximum | 351.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.7 |
| Q1 | 143.7 |
| median | 180.1 |
| Q3 | 216.2 |
| 95-th percentile | 271.16 |
| Maximum | 351.5 |
| Range | 351.5 |
| Interquartile range (IQR) | 72.5 |
Descriptive statistics
| Standard deviation | 53.931206 |
|---|---|
| Coefficient of variation (CV) | 0.29910903 |
| Kurtosis | -0.020161323 |
| Mean | 180.30618 |
| Median Absolute Deviation (MAD) | 36.3 |
| Skewness | -0.01259556 |
| Sum | 895941.4 |
| Variance | 2908.575 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 189.3 | 10 | 0.2% |
| 174.5 | 9 | 0.2% |
| 184.5 | 9 | 0.2% |
| 159.5 | 9 | 0.2% |
| 177.1 | 9 | 0.2% |
| 154 | 9 | 0.2% |
| 180 | 9 | 0.2% |
| 168.6 | 8 | 0.2% |
| 189.8 | 8 | 0.2% |
| 168.4 | 8 | 0.2% |
| Other values (1947) | 4881 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 6.6 | 1 | |
| 7.2 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 12.5 | 1 | |
| 17.6 | 1 | |
| 18.9 | 1 | |
| 19.5 | 1 |
| Value | Count | Frequency (%) |
| 351.5 | 1 | |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 338.4 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 332.1 | 1 |
day_calls
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.02194 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.835965 |
|---|---|
| Coefficient of variation (CV) | 0.19831615 |
| Kurtosis | 0.18538539 |
| Mean | 100.02194 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.086276974 |
| Sum | 497009 |
| Variance | 393.4655 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 117 | 2.4% |
| 102 | 113 | 2.3% |
| 95 | 107 | 2.2% |
| 94 | 104 | 2.1% |
| 97 | 104 | 2.1% |
| 112 | 101 | 2.0% |
| 100 | 101 | 2.0% |
| 108 | 100 | 2.0% |
| 92 | 100 | 2.0% |
| 106 | 99 | 2.0% |
| Other values (113) | 3923 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 30 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 39 | 2 | |
| 40 | 2 | |
| 42 | 2 | |
| 44 | 4 | |
| 45 | 3 |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 160 | 2 | < 0.1% |
| 158 | 3 | |
| 157 | 2 | < 0.1% |
| 156 | 3 | |
| 152 | 2 | < 0.1% |
| 151 | 7 | |
| 150 | 6 | |
| 149 | 2 | < 0.1% |
day_charge
Real number (ℝ)
| Distinct | 1957 |
|---|---|
| Distinct (%) | 39.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.652604 |
| Minimum | 0 |
|---|---|
| Maximum | 59.76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.59 |
| Q1 | 24.43 |
| median | 30.62 |
| Q3 | 36.75 |
| 95-th percentile | 46.096 |
| Maximum | 59.76 |
| Range | 59.76 |
| Interquartile range (IQR) | 12.32 |
Descriptive statistics
| Standard deviation | 9.1682749 |
|---|---|
| Coefficient of variation (CV) | 0.29910264 |
| Kurtosis | -0.020032265 |
| Mean | 30.652604 |
| Median Absolute Deviation (MAD) | 6.17 |
| Skewness | -0.012591406 |
| Sum | 152312.79 |
| Variance | 84.057264 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.18 | 10 | 0.2% |
| 29.67 | 9 | 0.2% |
| 31.37 | 9 | 0.2% |
| 27.12 | 9 | 0.2% |
| 30.11 | 9 | 0.2% |
| 26.18 | 9 | 0.2% |
| 30.6 | 9 | 0.2% |
| 28.66 | 8 | 0.2% |
| 32.27 | 8 | 0.2% |
| 28.63 | 8 | 0.2% |
| Other values (1947) | 4881 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.44 | 1 | |
| 1.12 | 1 | |
| 1.22 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 2.13 | 1 | |
| 2.99 | 1 | |
| 3.21 | 1 | |
| 3.32 | 1 |
| Value | Count | Frequency (%) |
| 59.76 | 1 | |
| 59.64 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.53 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.59 | 1 | |
| 56.46 | 1 |
eve_mins
Real number (ℝ)
| Distinct | 1875 |
|---|---|
| Distinct (%) | 37.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.61737 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.44 |
| Q1 | 166.4 |
| median | 201 |
| Q3 | 234.1 |
| 95-th percentile | 283.46 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 67.7 |
Descriptive statistics
| Standard deviation | 50.55059 |
|---|---|
| Coefficient of variation (CV) | 0.25197514 |
| Kurtosis | 0.053536201 |
| Mean | 200.61737 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | -0.013029395 |
| Sum | 996867.7 |
| Variance | 2555.3621 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 230.9 | 10 | 0.2% |
| 169.9 | 10 | 0.2% |
| 199.7 | 10 | 0.2% |
| 187.5 | 9 | 0.2% |
| 223.5 | 9 | 0.2% |
| 216.5 | 9 | 0.2% |
| 210.6 | 9 | 0.2% |
| 194 | 9 | 0.2% |
| 188.8 | 9 | 0.2% |
| 187 | 9 | 0.2% |
| Other values (1865) | 4876 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 22.3 | 1 | |
| 31.2 | 1 | |
| 37.8 | 1 | |
| 41.7 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 47.3 | 2 | |
| 48.1 | 1 |
| Value | Count | Frequency (%) |
| 363.7 | 1 | |
| 361.8 | 1 | |
| 359.3 | 1 | |
| 354.2 | 1 | |
| 352.1 | 1 | |
| 351.6 | 1 | |
| 350.9 | 1 | |
| 350.5 | 1 | |
| 349.4 | 1 | |
| 348.9 | 1 |
eve_calls
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.17488 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.833572 |
|---|---|
| Coefficient of variation (CV) | 0.19798947 |
| Kurtosis | 0.12012961 |
| Mean | 100.17488 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.019057289 |
| Sum | 497769 |
| Variance | 393.37058 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 112 | 2.3% |
| 97 | 110 | 2.2% |
| 91 | 109 | 2.2% |
| 94 | 106 | 2.1% |
| 103 | 105 | 2.1% |
| 101 | 104 | 2.1% |
| 96 | 100 | 2.0% |
| 109 | 99 | 2.0% |
| 98 | 99 | 2.0% |
| 102 | 99 | 2.0% |
| Other values (116) | 3926 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 5 |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 5 | |
| 154 | 4 | |
| 153 | 1 | < 0.1% |
eve_charge
Real number (ℝ)
| Distinct | 1655 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.052695 |
| Minimum | 0 |
|---|---|
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.064 |
| Q1 | 14.14 |
| median | 17.09 |
| Q3 | 19.9 |
| 95-th percentile | 24.096 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 5.76 |
Descriptive statistics
| Standard deviation | 4.2967842 |
|---|---|
| Coefficient of variation (CV) | 0.25197098 |
| Kurtosis | 0.053453799 |
| Mean | 17.052695 |
| Median Absolute Deviation (MAD) | 2.89 |
| Skewness | -0.01300597 |
| Sum | 84734.84 |
| Variance | 18.462355 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.25 | 15 | 0.3% |
| 15.9 | 15 | 0.3% |
| 16.12 | 14 | 0.3% |
| 18.96 | 13 | 0.3% |
| 18.79 | 13 | 0.3% |
| 16.97 | 13 | 0.3% |
| 19.41 | 12 | 0.2% |
| 16.18 | 11 | 0.2% |
| 17.82 | 11 | 0.2% |
| 17.99 | 11 | 0.2% |
| Other values (1645) | 4841 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.9 | 1 | |
| 2.65 | 1 | |
| 3.21 | 1 | |
| 3.54 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.02 | 2 | |
| 4.09 | 1 |
| Value | Count | Frequency (%) |
| 30.91 | 1 | |
| 30.75 | 1 | |
| 30.54 | 1 | |
| 30.11 | 1 | |
| 29.93 | 1 | |
| 29.89 | 1 | |
| 29.83 | 1 | |
| 29.79 | 1 | |
| 29.7 | 1 | |
| 29.66 | 1 |
night_mins
Real number (ℝ)
| Distinct | 1849 |
|---|---|
| Distinct (%) | 37.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.43467 |
| Minimum | 0 |
|---|---|
| Maximum | 395 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 117.34 |
| Q1 | 167.1 |
| median | 200.4 |
| Q3 | 234.7 |
| 95-th percentile | 283.32 |
| Maximum | 395 |
| Range | 395 |
| Interquartile range (IQR) | 67.6 |
Descriptive statistics
| Standard deviation | 50.528158 |
|---|---|
| Coefficient of variation (CV) | 0.2520929 |
| Kurtosis | 0.088405815 |
| Mean | 200.43467 |
| Median Absolute Deviation (MAD) | 33.7 |
| Skewness | 0.017947611 |
| Sum | 995959.9 |
| Variance | 2553.0947 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 194.3 | 11 | 0.2% |
| 188.2 | 11 | 0.2% |
| 186.2 | 11 | 0.2% |
| 228.1 | 10 | 0.2% |
| 214.6 | 10 | 0.2% |
| 214.7 | 9 | 0.2% |
| 191.4 | 9 | 0.2% |
| 197.4 | 9 | 0.2% |
| 210 | 9 | 0.2% |
| 169.4 | 9 | 0.2% |
| Other values (1839) | 4871 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 23.2 | 1 | |
| 43.7 | 1 | |
| 45 | 1 | |
| 46.7 | 1 | |
| 47.4 | 1 | |
| 50.1 | 2 | |
| 50.9 | 1 | |
| 53.3 | 1 | |
| 54 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 381.6 | 1 | |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 364.3 | 1 | |
| 359.9 | 1 | |
| 355.1 | 1 | |
| 354.9 | 1 |
night_calls
Real number (ℝ)
| Distinct | 131 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.954518 |
| Minimum | 0 |
|---|---|
| Maximum | 175 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 175 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.959015 |
|---|---|
| Coefficient of variation (CV) | 0.19968096 |
| Kurtosis | 0.15001524 |
| Mean | 99.954518 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.0016140032 |
| Sum | 496674 |
| Variance | 398.36226 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 120 | 2.4% |
| 102 | 109 | 2.2% |
| 104 | 106 | 2.1% |
| 100 | 106 | 2.1% |
| 103 | 104 | 2.1% |
| 99 | 104 | 2.1% |
| 94 | 103 | 2.1% |
| 95 | 102 | 2.1% |
| 98 | 102 | 2.1% |
| 91 | 100 | 2.0% |
| Other values (121) | 3913 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 2 | |
| 40 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 42 | 4 | |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 175 | 1 | |
| 170 | 1 | |
| 168 | 1 | |
| 166 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 159 | 2 | |
| 158 | 2 |
night_charge
Real number (ℝ)
| Distinct | 1028 |
|---|---|
| Distinct (%) | 20.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.01967 |
| Minimum | 0 |
|---|---|
| Maximum | 17.77 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.28 |
| Q1 | 7.52 |
| median | 9.02 |
| Q3 | 10.56 |
| 95-th percentile | 12.746 |
| Maximum | 17.77 |
| Range | 17.77 |
| Interquartile range (IQR) | 3.04 |
Descriptive statistics
| Standard deviation | 2.2737761 |
|---|---|
| Coefficient of variation (CV) | 0.25209083 |
| Kurtosis | 0.088423978 |
| Mean | 9.01967 |
| Median Absolute Deviation (MAD) | 1.52 |
| Skewness | 0.017914066 |
| Sum | 44818.74 |
| Variance | 5.1700578 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.47 | 19 | 0.4% |
| 9.66 | 19 | 0.4% |
| 10.8 | 18 | 0.4% |
| 10.26 | 18 | 0.4% |
| 8.15 | 18 | 0.4% |
| 9.63 | 18 | 0.4% |
| 10.49 | 17 | 0.3% |
| 9.4 | 17 | 0.3% |
| 9.45 | 17 | 0.3% |
| 9.76 | 16 | 0.3% |
| Other values (1018) | 4792 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.04 | 1 | |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.1 | 1 | |
| 2.13 | 1 | |
| 2.25 | 2 | |
| 2.29 | 1 | |
| 2.4 | 1 | |
| 2.43 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 17.17 | 1 | |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.39 | 1 | |
| 16.2 | 1 | |
| 15.98 | 1 | |
| 15.97 | 1 |
customer_calls
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5719461 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1016 |
| Zeros (%) | 20.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.307458 |
|---|---|
| Coefficient of variation (CV) | 0.8317448 |
| Kurtosis | 1.4821675 |
| Mean | 1.5719461 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0428282 |
| Sum | 7811 |
| Variance | 1.7094463 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1772 | |
| 2 | 1123 | |
| 0 | 1016 | |
| 3 | 660 | 13.3% |
| 4 | 251 | 5.1% |
| 5 | 96 | 1.9% |
| 6 | 34 | 0.7% |
| 7 | 13 | 0.3% |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1016 | |
| 1 | 1772 | |
| 2 | 1123 | |
| 3 | 660 | 13.3% |
| 4 | 251 | 5.1% |
| 5 | 96 | 1.9% |
| 6 | 34 | 0.7% |
| 7 | 13 | 0.3% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 13 | 0.3% |
| 6 | 34 | 0.7% |
| 5 | 96 | 1.9% |
| 4 | 251 | 5.1% |
| 3 | 660 | 13.3% |
| 2 | 1123 | |
| 1 | 1772 | |
| 0 | 1016 |
churn
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4264 | |
| True | 705 | 14.2% |
| account_length | voice_messages | intl_mins | intl_calls | intl_charge | day_mins | day_calls | day_charge | eve_mins | eve_calls | eve_charge | night_mins | night_calls | night_charge | customer_calls | voice_plan | intl_plan | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| account_length | 1.000 | -0.009 | 0.009 | 0.018 | 0.009 | 0.005 | 0.024 | 0.005 | -0.010 | 0.007 | -0.010 | 0.001 | -0.006 | 0.001 | -0.009 | 0.000 | 0.000 | 0.000 |
| voice_messages | -0.009 | 1.000 | 0.001 | -0.011 | 0.001 | 0.009 | -0.004 | 0.009 | 0.023 | -0.001 | 0.023 | -0.001 | 0.005 | -0.001 | -0.012 | 0.998 | 0.000 | 0.110 |
| intl_mins | 0.009 | 0.001 | 1.000 | 0.005 | 1.000 | -0.022 | 0.009 | -0.022 | 0.008 | -0.010 | 0.008 | -0.006 | 0.005 | -0.006 | -0.014 | 0.000 | 0.000 | 0.056 |
| intl_calls | 0.018 | -0.011 | 0.005 | 1.000 | 0.005 | -0.006 | 0.010 | -0.006 | 0.010 | 0.007 | 0.010 | -0.013 | -0.001 | -0.013 | -0.011 | 0.000 | 0.000 | 0.079 |
| intl_charge | 0.009 | 0.001 | 1.000 | 0.005 | 1.000 | -0.022 | 0.009 | -0.022 | 0.008 | -0.010 | 0.008 | -0.006 | 0.005 | -0.006 | -0.014 | 0.000 | 0.000 | 0.056 |
| day_mins | 0.005 | 0.009 | -0.022 | -0.006 | -0.022 | 1.000 | 0.003 | 1.000 | -0.012 | 0.006 | -0.012 | 0.003 | 0.003 | 0.003 | -0.001 | 0.031 | 0.038 | 0.363 |
| day_calls | 0.024 | -0.004 | 0.009 | 0.010 | 0.009 | 0.003 | 1.000 | 0.003 | 0.001 | 0.009 | 0.001 | 0.002 | -0.004 | 0.002 | -0.013 | 0.000 | 0.000 | 0.026 |
| day_charge | 0.005 | 0.009 | -0.022 | -0.006 | -0.022 | 1.000 | 0.003 | 1.000 | -0.012 | 0.006 | -0.012 | 0.003 | 0.003 | 0.003 | -0.001 | 0.032 | 0.039 | 0.363 |
| eve_mins | -0.010 | 0.023 | 0.008 | 0.010 | 0.008 | -0.012 | 0.001 | -0.012 | 1.000 | 0.002 | 1.000 | -0.016 | 0.017 | -0.016 | -0.015 | 0.039 | 0.000 | 0.083 |
| eve_calls | 0.007 | -0.001 | -0.010 | 0.007 | -0.010 | 0.006 | 0.009 | 0.006 | 0.002 | 1.000 | 0.002 | 0.008 | -0.015 | 0.009 | 0.012 | 0.000 | 0.000 | 0.000 |
| eve_charge | -0.010 | 0.023 | 0.008 | 0.010 | 0.008 | -0.012 | 0.001 | -0.012 | 1.000 | 0.002 | 1.000 | -0.016 | 0.017 | -0.016 | -0.015 | 0.040 | 0.000 | 0.083 |
| night_mins | 0.001 | -0.001 | -0.006 | -0.013 | -0.006 | 0.003 | 0.002 | 0.003 | -0.016 | 0.008 | -0.016 | 1.000 | 0.017 | 1.000 | -0.014 | 0.011 | 0.049 | 0.038 |
| night_calls | -0.006 | 0.005 | 0.005 | -0.001 | 0.005 | 0.003 | -0.004 | 0.003 | 0.017 | -0.015 | 0.017 | 0.017 | 1.000 | 0.017 | -0.002 | 0.000 | 0.000 | 0.000 |
| night_charge | 0.001 | -0.001 | -0.006 | -0.013 | -0.006 | 0.003 | 0.002 | 0.003 | -0.016 | 0.009 | -0.016 | 1.000 | 0.017 | 1.000 | -0.014 | 0.010 | 0.047 | 0.037 |
| customer_calls | -0.009 | -0.012 | -0.014 | -0.011 | -0.014 | -0.001 | -0.013 | -0.001 | -0.015 | 0.012 | -0.015 | -0.014 | -0.002 | -0.014 | 1.000 | 0.017 | 0.021 | 0.313 |
| voice_plan | 0.000 | 0.998 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.032 | 0.039 | 0.000 | 0.040 | 0.011 | 0.000 | 0.010 | 0.017 | 1.000 | 0.000 | 0.110 |
| intl_plan | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.047 | 0.021 | 0.000 | 1.000 | 0.259 |
| churn | 0.000 | 0.110 | 0.056 | 0.079 | 0.056 | 0.363 | 0.026 | 0.363 | 0.083 | 0.000 | 0.083 | 0.038 | 0.000 | 0.037 | 0.313 | 0.110 | 0.259 | 1.000 |
| account_length | voice_plan | voice_messages | intl_plan | intl_mins | intl_calls | intl_charge | day_mins | day_calls | day_charge | eve_mins | eve_calls | eve_charge | night_mins | night_calls | night_charge | customer_calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 128 | yes | 25 | no | 10.0 | 3 | 2.70 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 1 | no |
| 1 | 107 | yes | 26 | no | 13.7 | 3 | 3.70 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 1 | no |
| 2 | 137 | no | 0 | no | 12.2 | 5 | 3.29 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 0 | no |
| 3 | 84 | no | 0 | yes | 6.6 | 7 | 1.78 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 2 | no |
| 4 | 75 | no | 0 | yes | 10.1 | 3 | 2.73 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 3 | no |
| 5 | 118 | no | 0 | yes | 6.3 | 6 | 1.70 | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 0 | no |
| 6 | 121 | yes | 24 | no | 7.5 | 7 | 2.03 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 3 | no |
| 7 | 147 | no | 0 | yes | 7.1 | 6 | 1.92 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 0 | no |
| 8 | 117 | no | 0 | no | 8.7 | 4 | 2.35 | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 1 | no |
| 9 | 141 | yes | 37 | yes | 11.2 | 5 | 3.02 | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 0 | no |
| account_length | voice_plan | voice_messages | intl_plan | intl_mins | intl_calls | intl_charge | day_mins | day_calls | day_charge | eve_mins | eve_calls | eve_charge | night_mins | night_calls | night_charge | customer_calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4989 | 150 | no | 0 | no | 8.3 | 2 | 2.24 | 170.0 | 115 | 28.90 | 162.7 | 138 | 13.83 | 267.2 | 77 | 12.02 | 0 | no |
| 4990 | 140 | no | 0 | no | 7.5 | 6 | 2.03 | 244.7 | 115 | 41.60 | 258.6 | 101 | 21.98 | 231.3 | 112 | 10.41 | 1 | yes |
| 4991 | 97 | no | 0 | no | 8.8 | 5 | 2.38 | 252.6 | 89 | 42.94 | 340.3 | 91 | 28.93 | 256.5 | 67 | 11.54 | 1 | yes |
| 4993 | 73 | no | 0 | no | 11.5 | 6 | 3.11 | 177.9 | 89 | 30.24 | 131.2 | 82 | 11.15 | 186.2 | 89 | 8.38 | 3 | no |
| 4994 | 75 | no | 0 | no | 6.9 | 7 | 1.86 | 170.7 | 101 | 29.02 | 193.1 | 126 | 16.41 | 129.1 | 104 | 5.81 | 1 | no |
| 4995 | 50 | yes | 40 | no | 9.9 | 5 | 2.67 | 235.7 | 127 | 40.07 | 223.0 | 126 | 18.96 | 297.5 | 116 | 13.39 | 2 | no |
| 4996 | 152 | no | 0 | no | 14.7 | 2 | 3.97 | 184.2 | 90 | 31.31 | 256.8 | 73 | 21.83 | 213.6 | 113 | 9.61 | 3 | yes |
| 4997 | 61 | no | 0 | no | 13.6 | 4 | 3.67 | 140.6 | 89 | 23.90 | 172.8 | 128 | 14.69 | 212.4 | 97 | 9.56 | 1 | no |
| 4998 | 109 | no | 0 | no | 8.5 | 6 | 2.30 | 188.8 | 67 | 32.10 | 171.7 | 92 | 14.59 | 224.4 | 89 | 10.10 | 0 | no |
| 4999 | 86 | yes | 34 | no | 9.3 | 16 | 2.51 | 129.4 | 102 | 22.00 | 267.1 | 104 | 22.70 | 154.8 | 100 | 6.97 | 0 | no |